Visuomotor Robotic Pruning in Planar Orchards Using Hybrid Reinforcement Learning

Jan 1, 2024·
Abhinav Jain
Abhinav Jain
,
Cindy Grimm
,
Stefan Lee
· 1 min read
[Placeholder] Graphical Abstract: Please upload a featured image here.
Abstract
Visuomotor Robotic Pruning in Planar Orchards Using Hybrid Reinforcement Learning (In review)
Type
Publication
In review
publications

Architecture Diagram Placeholder

Please provide an architecture diagram showing the hybrid RL pipeline (PPO, Stable Baseline 3, SKRL).

Placeholder: Visuomotor Robotic Pruning Pipeline

Placeholder: Visuomotor Robotic Pruning Pipeline

Abhinav Jain
Authors
PhD Candidate in Robotics
Soon-to-be Ph.D. graduate in Robotics and AI researcher specializing in robotic mamipulation. Skilled in complex simulation design using Isaac Sim and Isaac Lab, and sim-to-real transfer for unstructured, real-world orchard environments. Expertise in creating novel RL algorithms, applying Deep Reinforcement Learning and Imitation Learning to deploy robust manipulation policies on physical robotic platforms. Recognized for research contributions in top-tier conferences (ICRA, CVPR, AAAI), with proven experience in synthetic data generation and training RL, generative AI, and Large Language Models (LLMs).